SOTAVerified

Boundary Detection

Boundary Detection is a vital part of extracting information encoded in images, allowing for the computation of quantities of interest including density, velocity, pressure, etc.

Source: A Locally Adapting Technique for Boundary Detection using Image Segmentation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 359 papers

TitleStatusHype
Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer NetworksCode0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
BAISeg: Boundary Assisted Weakly Supervised Instance SegmentationCode0
Recurrent Pixel Embedding for Instance GroupingCode0
Back to Supervision: Boosting Word Boundary Detection through Frame ClassificationCode0
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated TextsCode0
A Brief Analysis of the Iterative Next Boundary Detection Network for Tree Rings Delineation in Images of Pinus taedaCode0
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary DetectionCode0
Rethinking the Value of Gazetteer in Chinese Named Entity RecognitionCode0
Neuro-inspired edge feature fusion using Choquet integralsCode0
Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMsCode0
OTAS: Unsupervised Boundary Detection for Object-Centric Temporal Action SegmentationCode0
Motion Aware Self-Supervision for Generic Event Boundary DetectionCode0
CT-Bound: Robust Boundary Detection From Noisy Images Via Hybrid Convolution and Transformer Neural NetworksCode0
CS-TRD: a Cross Sections Tree Ring Detection methodCode0
MultiLegalSBD: A Multilingual Legal Sentence Boundary Detection DatasetCode0
CoSeg: Cognitively Inspired Unsupervised Generic Event SegmentationCode0
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image SegmentationCode0
Convolutional Oriented Boundaries: From Image Segmentation to High-Level TasksCode0
Learning structure-aware semantic segmentation with image-level supervisionCode0
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event DetectionCode0
Deep Voice: Real-time Neural Text-to-SpeechCode0
Joint RNN Model for Argument Component Boundary DetectionCode0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
Holistically-Nested Edge DetectionCode0
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All datasetsRoFTRoFT-chatgptCoAuthorNYU-Depth V2TriBERT (in-domain)UruDendroKinetics 400PASCAL Context

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)64.63—Unverified
2RoBERTa + SEPAccuracy (%)49.64—Unverified
3PHD + TS MLAccuracy (%)23.5—Unverified
4TLE + TS BinaryAccuracy (%)12.58—Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)67.65—Unverified
2RoBERTa + SEPAccuracy (%)54.61—Unverified
3TLE + TS BinaryAccuracy (%)20.02—Unverified
4PHD + TS MLAccuracy (%)17.29—Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B-v0.3)Cohen’s Kappa score0.42—Unverified
2DeBERTa-v3 (Naive)Cohen’s Kappa score0.4—Unverified
3GigaCheck (DN-DAB-DETR)Cohen’s Kappa score0.19—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF78.1—Unverified
2PGT (Swin-S)odsF78.04—Unverified
3PGT (Swin-T)odsF77.05—Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)F1@30.65—Unverified
2TriBERT (p=2)F1@30.58—Unverified
#ModelMetricClaimedVerifiedStatus
1CS-TRDAverage Precision0.94—Unverified
2INBDAverage Precision0.75—Unverified
#ModelMetricClaimedVerifiedStatus
1CASTANET+ EnsemblePairwise F10.81—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF73—Unverified